Apparatus and Method for Determination of Medication Location

ABSTRACT

A method, apparatus and computer program stored on a non-volatile computer readable storage medium for confirming a pill in the mouth of a user. The computer program causing a general purpose computer to perform the steps of capturing one or more images of a user by an image capture device, confirming the position of the face of the user within the captured image by measuring a size of the face, and setting a predetermined portion of the face of the user to be a region of interest. An open mouth of the user is confirmed within the region of interest, and the open mouth of the user is classified as one of a mouth with a pill therein and a mouth without a pill therein.

FIELD OF THE INVENTION

This invention relates generally to patient compliance in medication administration protocol scenarios, and more particularly to an apparatus and method for confirming whether a patient user has placed a pill in their mouth.

BACKGROUND OF THE INVENTION

Dr Lars Osterberg. M.D. and Dr. Terence Blaschke have reported in the New England Journal of Medicine. Adherence to Medication, (N Engl J Med 2005; 353:487-97) 2005 an alarming lack of adherence to required medication protocol, further noting that while the average rates of adherence in clinical trials is categorized as “high”, this number still comprises only rates of 43 to 78 percent. Most importantly, the authors note “The ability of physicians to recognize nonadherence is poor, and interventions to improve adherence have had mixed results.” Adherence, p 487. The authors conclude “Poor adherence to medication regimens is common, contributing to substantial worsening of disease, death and increased healthcare costs” Adherence, p. 494. The Trend Repot Series, 2008 Patient Adherence Update: New Approaches for Success. October 2008, report similar discouraging statistics. This broad range may possibly contribute to the public confidence in the FDA approval process and the importance of continued surveillance of a drug throughout the process. Furthermore, it may help to explain why, according to the Journal of the American Medical Association (JAMA May 1, 2002), one out of every five new drugs that comes to market in the U.S. is found to base serious or life-threatening adverse effects—unknown or undisclosed at the time of approval. It is against this backdrop of poor adherence, und potential danger to patients, that the present invention operates.

It has been widely recounted that methods and systems for insuring proper medication ingestion or administration by individuals are very important in defending against unnecessary sickness, deaths and other problems. Giving instructions and then letting patients fend for themselves has been shown not to work particularly well. This is because it is not only the improper ingestion of medicines that is the primary cause of medical danger. Rather, an overall lack of sufficient patient guidance is also part of the problem. Further, the inability to confirm a proper prescription regimen being provided to a user in the first place may cause a number of other problems with the use of such medication. As has been shown in regards to various public health medication administration situation, such as administration of tuberculosis medication by the WHO, Directly Observed Treatment (DOT) improves compliance of patients. Global Tuberculosis Control: A Short Update to the 2003 Report. World Health Organization, 2009. As is shown in this report, funding for implementing DOT programs is high. Thus, the ability to implement such a program with less of a financial burden would be desirable.

Traditionally, participants attend introductions and follow ups for clinical trials in-person. Other patients attempting to adhere to a particular medication protocol similarly are given a prescription and a particular set of instructions from a prescribing medical provider or prescribing doctor, and then compliance is measured at a next visit with that prescribing professional through traditional methods of pill counting, and patient interviews. Thus, data collection is similarly limited to patient visits, rather than or a daily basis. These old methods such as patient questioning and pill counting have been proven to be inadequate measures of adherence and offer no information on dose timing and drug holidays (omission of medication for three or more sequential days).

Compliance technologies can increase the statistical power of clinical trials. Through the use of such technology, clinical events can be precisely linked to medication use history. Captured data can be linked to other sources such as EDC, patient diaries and data collected by the physician. Technologies can create many possibilities for remote visits and data capture. While smart packaging technologies exist such as RFID-enabled computer chip technology, smart blister packs and MEMS caps (microprocessor in a bottle cap), they are: a) invasive and need to be physically attached to the medications; b) are non-conclusive regarding compliance—a patient may activate the technology without ingestion of the medication; c) remain largely unadopted in clinical trials by the pharmaceutical and biotech companies due to their high cost, and d) take a longer time to implement. Further, electronic patient diaries allow for ease of entry of data by a patient. These diaries, however, are still subject to issues related to compliance with medication adherence. Thus, even if a patient is meticulous about entering information into the diary, and thus complying with the requirements for data entry, there is still no guarantee that they are property taking medication at prescribed times.

Jo Carol et al. that “The most reliable method for research purposes, although not practical in a clinical setting, may be a combination approach that includes pill counts, patient self-report, and electronic monitoring.” (Carol J. et al. Patterns to Antiretroviral Medication, The Value of Electronic Monitoring. AIDS, 17 (12). pp1. 763-767, October 2003. To date, technologies alone have only been used to monitor compliance rather than to encourage it. Furthermore, there has been no comprehensive system provided that allows for the management of multiple patients and multiple patient populations. While currant technology may allow poor compliers to be recognized, as will be described below, the proposed apparatus and method of the present invention will help to encourage pharmaceutical compliance and tackle some of the problem that are encountered in the clinical trial process in particular, and the medication protocol monitoring problem in general.

A number of systems exist that provide instructions to a user regarding when to take a medication and records when the user indicates that a medication has been taken. U.S. Pat. No. 7,359,214 describes such a system. A device is provided that provides instruction to a patient regarding medications to take. Furthermore, the system may provide a method for determining that the prescription is appropriate given the patient's conditions, and other medications he or she may already be taking. The system may monitor the dispensing of medicine in accordance with a predetermined treatment protocol. While such a system provides many improvements for casing a burden on the patient, this system suffers in many ways and in particular in ways relevant to the administration of clinical trials and other active patient monitoring of medication adherence.

Most importantly, this system provides no mechanism for actually confirming that a patient is in fact ingesting or otherwise properly administering required medication as required in a clinical drug trial, as prescribed by a prescribing physician in the case where adherence to a particular regimen may prove to be critical to efficacy of the prescription regimen, in various public health scenarios, in situations where failure to keep up a prescription regimen can potentially harm a population as a whole, such as the generation of antibiotic-resistant bacteria strains, in various disease management scenarios, or in home care situations where maintaining proper control of administering healthcare professionals is critical. Further, while the system may be sufficient for one who is in full possession of their mental faculties, any individual who may have difficulty following directions, or one who is actively avoiding medication may still not be taking required medication after it is dispensed. Thus, participants may be forgetful. visually impaired, or otherwise do not believe in the benefit of taking such medication, and may thus not properly log medication administration. Furthermore, the system requires preloading of various medications into a dispenser, and thus likely requires regular visits by an administering manager to be sure appropriate medications are in fact properly loaded therein. It is surely possible that an inexperienced user may place incorrect medications into the device, or may somehow provide incorrect dosages into the device. Additionally, for potentially more complex regimens, there is no method provided for insuring that a user is able to follow such a protocol, and to thereafter confirm that the user has in fact taken all required medications in accordance with any provided instructions or the like, or has taken the medications according to one or more specifications or followed suggested procedures. Finally, this system is expensive and requires constant maintenance to confirm that the various mechanical parts are in working order.

U.S. patent application Ser. No. 11/839,723, filed Aug. 16,2007, titled Mobile Wireless Medication Management System provides a medication management system employing mobile devices and an imaging technology so that a user is able to show a pill to be taken to the system, and the system can then identify the medication. Patient histories are available to an administrator, including various vital signs as measured by the system. Images may also be taken of the patient, provider, medication container or the like. While the system professes to ensure adherence to a protocol, the system only provides such help if requested by a user. There is in fact no particular manner in which to ensure actual adherence or ingestion of the medication, or the relationship of adherence to the efficacy or safety of the drug over time. When requiring adherence to a predetermined protocol for a clinical trial, this is particularly relevant.

Additionally, existing systems fail to maintain an audit trail for post administration review by a medical official or other clinical trial administrator, and further cannot therefore confirm confirmation of proper medication administration or population management.

Therefore, it would be desirable to provide an apparatus that overcomes the drawbacks of the prior art.

SUMMARY OF THE INVENTION

In U.S. patent application Ser. No. 12/620,686, filed Nov. 18, 2009, titled Method and Apparatus for Verification of Medication Administration Adherence; currently pending. U.S. patent application Ser. No. 12/646,383, filed Dec. 23, 2000, titled Method and Apparatus for Verification of Clinical Trial Adherence, currently pending; U.S. patent application Ser. No. 12/646,603, filed Dec. 23, 2009, titled Method and Apparatus for Management of Clinical Trials, currently pending; U.S. patent application Ser. No. 12/728,721, filed Mar. 22, 2010, titled Apparatus and Method for Collection of Protocol Adherence Data, currently pending, and U.S. patent application Ser. No. 12,815,037, filed Jun. 14, 2020, titled Apparatus and Method for Recognition of Patient Activities When Obtaining Protocol Adherence Data, the contents of these applications being incorporated herein by reference, a proposed system, method and apparatus allows for complete control and verification of adherence to a prescribed medication protocol or machine or apparatus use, whether in a health care provider's care, or when self administered in a homecare situation by a patient.

These applications present the only medication management system that may determine whether a user is actually following a protocol, provide additional assistance to a user, starting with instructions, video instructions, and the like, and moving up to contact from a medication administrator if it is determined that the user would need such assistance in any medical adherence situation, including clinical trial settings, home care settings, healthcare administration locations, such as nursing homes, clinics, hospitals and the like.

In accordance with an embodiment of the present invention, one or more sequences are provided to be employed in accordance with these or other systems to perform the determination of whether a patient user has placed a pill in their mouth. A first sequence is useful for devices with a lower computing ability, while a second sequence is more applicable to devices with a higher level of computing power.

Still other objects and advantages of the invention will in part be obvious and will in part be apparent from the specification and drawings.

The invention accordingly comprises the several steps and the relation of one or more of such steps with respect to each of the others, and the apparatus embodying features of construction, combinations of elements and arrangement of parts that are adapted to affect such steps, all as exemplified in the following detailed disclosure, and the scope of the invention will be indicated in the claims.

BRIEF DESCRIPTION OF THE DRAWINGS

For a more complete understanding of the invention, reference is mode to the following description and accompanying drawings, in which:

FIGS. 1a and 1b comprise a flow chart diagram depicting a method in accordance with a first embodiment of the invention;

FIGS. 2a and 2b comprise a flowchart diagram depicting a method in accordance with a second embodiment of the invention; and

FIG. 3 depicts an exemplary hardware platform for implementation of the embodiments of the present invention.

DETAILED DESCRIPTION OF THE PREFERRED EMBODIMENTS

The invention will now be described making reference to the following drawings in which like reference numbers denote like structure or steps. While applicable to various platforms, embodiments of the present invention are particularly applicable in situations where resolution of a camera, such as with a web cam, is limited. Also, hardware platforms having limited processing power, such as mobile devices, may benefit from one or more embodiments of the invention.

Referring to FIGS. 1a and 1b , a method for determining whether a user has placed a pill in their mouth for use in a less computationally sophisticated environment is presented. While a pill is described herein, any edible object or other item desired to be determined whether in the mouth of a user may be employed in accordance with the invention. Further, various embodiments may also be extended to ingestion or use of other consumables, such as consuming from a bottle or the like. A user is prompted to place a medication pill in their mouth, and at step 110, a frame from a webcam is captured. While this particular embodiment of the invention notes that a single frame is captured, multiple frames may also be captured for use. Next, at step 120, face detection is performed to determine whether a face is present in the field of view. Such face detection is known to those of ordinary skill in the art. At step 125, an inquiry is made as to whether a face is in fact present in the field of view. If this inquiry is answered in the negative, and therefore it is determined that no face is present in the field of view, processing returns to step 110, and one or more additional webcam frames are captured.

If, on the other hand, the inquiry at step 125 is answered in the affirmative, and it is therefore determined that a face is present in the field of view processing passes to step 130 where the proximity of the face to the webcam is determined by measuring a size of the face in the field of view. After measuring the size of the face, an inquiry is made at step 135 as to whether the face is within a range of correct distances from the webcam. If this inquiry is answered in the negative, and therefore it is determined from the face is not the correct distance from the webcam, processing moves to step 140 where the user is guided to reposition their face, and then processing returns to step 110, and one or more additional webcam frames are captured.

If on the other hand, the inquiry at step 135 is answered in the positive, and it is therefore determined that the face is the correct distance from the webcam, processing passes to step 145 where the bottom half of the face is set as the Region of Interest (ROI). Processing then passes to step 150, wherein the ROI is searched to determine whether the open mouth of the participant is present. At step 155 an inquiry is made to determine whether an open mouth of the participant has been detected. If this inquiry is answered in the negative, and therefore an open mouth of the participant has not been detected, processing passes to step 160 where the user is guided to place the pill in their mouth (if not already there) and open their mouth. Processing then returns to step 110.

If, on the other hand, the inquiry at step 155 is answered in the affirmative, and it is therefore determined that an open mouth of the user has been detected, processing passes to step 165 where the image of the open mouth of the user is extracted from the image. Once such extraction has taken place, processing passes to step 170 where the open mouth is classified as either an open mouth having a pill therein, or an open mouth not having a pill therein. At step 175 an inquiry is made to determine whether the pill is in the mouth of the user. If this inquiry in answered in the affirmative, and therefore the open mouth was classified at step 170 as an open mouth with a pill therein, then processing is complete, as it has been confirmed that a pill is in the mouth of the user. One or more frames that are captured may additionally be employed in order to determine a confidence with which the determination is made. Thus, various lighting conditions, user movement, or any other factor that may affect the ability of making the classification determination may be employed in order to provide a level of confidence in the classification (i.e. whether the mouth is surely one with a pill, or whether the mouth is probably one with a pill, but the level of confidence in that classification is lower. Based upon such a confidence level, it may be desirable to ask the user to reposition their face relative to the display or camera, to tilt the display or camera or the like. Decision fusion techniques may be employed in order to perform these analyses to include information about the environment, user, pill, etc. to aid in determining confidence levels. Such repositioning may be employed at any time a confidence level determination is made, such determination being employable at any time an analysts of classification of an object is made. In addition to making the general classification decision, it may be desirable in accordance with an embodiment of the invention to allow for further sub-classification in order to rule out possible additional factors. Thus, in the ease where the open mouth is classified as an open mouth with a pill therein, it may be desirable to further classify the mouth as showing teeth in addition to the pill, not showing teeth, etc. in order to further aid in the determination of classification of the mouth, and to improve the confidence of any such determination.

One or more additional steps may be employed to further confirm ingestion of the pill by the user. Therefore, it may be confirmed whether the user drinks a glass of water, for example, and/or have the user open their mouth to determine that the pill is no longer in the users mouth. Classification of the mouth of the user as a mouth without a pill in it may be employed similar to that in step 170 noted above. Once it is determined that the mouth is a mouth without a pill therein, processing can end.

If, on the other hand, the inquiry at step 175 is answered in the negative, and therefore the open mouth was classified in step 170 as an open mouth without a pill therein, processing passes to step 180 where proximity of the mouth of the user to the webcam is determined by measuring a size of the mouth. An inquiry is made at step 185 to determine whether the proximity of the mouth to the web cam is correct in accordance with the measurement of the mouth at step 180. If the inquiry at step 185 is answered in the affirmative, and it is therefore determined that the mouth of the user is a correct distance from the web cam, processing passes to step 190 where the user is guided to place the pill in their mouth (if not already there. Processing then returns to step 110.

If, on the other hand, the inquiry at step 185 is answered in the negative, and it is therefore determined that the mouth of the user is not a correct distance from the web cam, processing then returns to step 110.

Therefore, in accordance with the above-described embodiment of the invention, once the user is properly positioned, determinations are made to determine whether the mouth of the user is open, and to classify such an open mouth in either a first category as being an open mouth with a pill therein, or a second category as being an open mouth without a pill therein. By using such a categorization system, it is not necessary to specifically track the pill, but rather a determination can be made, looking at the mouth as a whole, into which category the mouth should be classified. This simplified process has a number of benefits including avoiding false positive indications, such as if the mouth is occluded by a hand or the like, being computationally less expensive. By classifying rather than tracking and detecting, less processing power is necessary.

Of course, embodiments of the present invention may be employed when computing power is not a difficulty, as is set forth in FIGS. 2a and 2 b, employing additional steps for actual pill tracking and identification. Referring to FIGS. 2a and 2 b, a method for determining whether a user has placed a pill in their mouth for use in a more computationally sophisticated environment is presented. A user is prompted to place a medication pill in their mouth, and at step 210, a frame from a webcam is captured. While this particular embodiment of the invention notes that a single frame is captures, multiple frames may also be captured for use. Next, at step 220, face detection is performed to determine whether a face is present in the field of view. Such face detection is known to those of ordinary skill in the art. At step 225, an inquiry is made as to whether a face is in fact present in the field of view. If this inquiry is answered in the negative, and therefore it is determined that no face is present in the field of view, processing returns to step 210, and one or more additional webcam frames are captured.

If, on the other hand, the inquiry at step 225 is answered in the affirmative, and it is therefore determined that a face is present in the field of view, processing passes to step 230 where the proximity of the face to the webcam is determined by measuring a size of the face in the field of view. After measuring the size of the face, an inquiry is made at step 235 as to whether the face is within a range of correct distances from the webcam. If this inquiry is answered in the negative, and therefore it is determined that the face is not the correct distance from the webcam, processing moves to step 240 where the user is guided to reposition their face, and then processing returns to step 210, and one or more additional webcam frames are captured

If, on the other hand, the inquiry at step 235 is answered in the positive, and it is therefore determined that the face is the correct distance from the webcam, processing passes to step 245 where the bottom half of the face is set as the Region of Interest (ROI). Processing then passes to step 247 where the position of a pill taken by the user (preferably placed in their mouth) is obtained from a pill tracking module. An inquiry is made at step 248 to determine whether such a pill is present within the ROI. If the inquiry at step 248 is answered in the negative, and it is therefore determined that a pill is not within the ROI, processing passes to step 249 where the user is guided to place the pill in their mouth (if not already there). Processing then returns to step 210.

If, however, the inquiry at step 248 is answered in the affirmative, and it is therefore determined that a pill is within the ROI, processing then passes to step 250, wherein the ROI is searched to determine whether the open mouth of the participant is present. At step 255 an inquiry is made to determine whether an open mouth of the participant has been detected. If this inquiry is answered in the negative, and therefore an open mouth of the participant has not been detected, processing passes to step 260 where the user is guided to place the pill in their mouth (if not already there) and open their mouth. Processing then returns to step 210.

If, on the other hand, the inquiry at step 255 is answered in the affirmative, and it is therefore determined that an open mouth of the user has been detected, processing passes to step 265 where the image of the open mouth of the user is extracted from the image. Once such extraction has taken place, processing passes to step 270 where the open mouth is classified as either an open mouth having a pill therein, or an open mouth not having a pill therein. At step 275 an inquiry is made to determine whether the pill is in the mouth of the user. If this inquiry is answered in the affirmative, and therefore the open mouth was classified at step 270 as an open mouth with a pill therein, processing passes to step 277 where the pill in the mouth of the user is individually detected, if possible. The pill may also be identified, if detected, employing a pill identification system, and may be based upon one or more of color, shape, texture, and the like. Once detected and identified then processing is complete, as it has been confirmed that a pill is in the mouth of the user. One or more additional steps may be employed to further confirm ingestion of the pill by the user. Therefore, it may be confirmed whether the user drinks a glass of water, for example, and/or have the user open their mouth to determine that the pill is no longer in the user's mouth. Classification of the mouth of the user aa a mouth without a pill in it may be employed similar to that in step 270 noted above. Once it is determined that the mouth is a mouth without a pill therein, processing can end. Further determinations may be made using audio and/or visual checking to determine whether a user has performed a swallowing action, employing classification similarly to that described with respect to the mouth.

If, on the other hand, the inquiry at step 275 is answered in the negative, and therefore the open mouth was classified in step 270 as an open mouth without a pill therein, processing passes to step 280 where proximity of the mouth of the user to the webcam is determined by measuring a size of the mouth. An inquiry is made at step 285 to determine whether the proximity of the mouth to the web cam is correct in accordance with the measurement of the mouth at step 280. If the inquiry at step 285 is answered in the affirmative, and it is therefore determined that the mouth of the user is a correct distance from the web cam, processing passes to step 290 where the user is guided to place the pill in their mouth (if not already there. Processing then returns to step 210.

If, on the other hand, the inquiry at step 285 is answered in the negative, and it is therefore determined that the mouth of the user is not a correct distance from the web cam, processing then returns to step 210.

Various guidance systems may be provided for positioning the user or pill, in accordance with one or more of the steps described above, as described in the above-mentioned U.S. patent application Ser. No. 12/815,037.

Additionally, referring to FIG. 3, a display and image capture apparatus 300 that may be employed in accordance with one or more embodiments of the present invention for acquiring one or more images, and for displaying the one or more images and additional material, for performing processing in accordance with the various embodiments of the invention, and for storing computer program instructions, acquired data, and other information on a non-volatile computer readable storage medium is shown. Apparatus 300 preferably includes a housing 310, an image capture camera 320 and a display 330. Image capture camera 320 may comprise a single camera element, a stereo camera element or other appropriate image capture device. Other elements, as known to one of ordinary skill in the art, including ports, power attachments, processors for processing data, and the like may also be provided in accordance with apparatus 300. It is further contemplated in accordance with the various embodiments of the invention that apparatus may include one or more self-check mechanisms, including mechanisms for determining proper ambient light, direction and background of the camera and the background imaged by the camera, or other environmental issues that may be improved to further aid in the imaging of any images by apparatus 300. Additionally, if at any time it is determined that lighting conditions are too difficult for imaging apparatus 300, it may be possible to provide a light burst from a strobe or display to aid in illuminating the images to be captured. The above descriptions of the various embodiments of the invention will assume that such a display and image capture apparatus 300 may be employed. The invention, however, shall not be so limited and may be employed on any structure of image capture camera and display, whether contained in a single or multiple apparatuses, or any other appropriate system for capturing images and providing processing as described above. Furthermore, it is contemplated in accordance with the invention that image capture and processing may be implemented in a cloud computing environment, with an image capture device forwarding captured images to a remote location for storage and processing. Responses contemplated in accordance with the above description may be provided to the image capture device in manners known to those of ordinary skill in the art.

Therefore, in accordance with the invention, a method and apparatus are provided that allow for the automated confirmation of a user placing a pill in their mouth, for environments that have high or low computing power.

It will thus be seen that the objects set forth above, among those mode apparent from the preceding description, are efficiently attained and, because certain changes may be made in carrying out the above method and in the construction(s) set forth without departing from the spirit and scope of the invention, it is intended that all matter contained in the above description and shown in the accompanying drawings shall be interpreted as illustrative and not in a limiting sense.

It is also to be understood that this description is intended to cover all of the generic and specific features of the invention herein described and all statements of the scope of the invention which, as a matter of language, might be said to fall there between. 

1.-20. (canceled)
 21. A method for confirming a medication pill in a mouth of a user, comprising: predefining one or more steps associated with confirming the medication pill in the mouth of a user, the one or more steps comprising at least proper identification of the medication pill, proper positioning of an open mouth of the user, and proper showing of whether the medication pill is in the mouth of the user; displaying, on a display, one or more guidance instructions for positioning the medication pill relative to an image capture device and within a field of view of the image capture device; capturing, by the image capture device, a set of one or more video frames; determining, by one or more processors in near real time, based on the set of one or more video frames, that the user has properly positioned the medication pill within the field of view in response to the one or more guidance instructions; identifying, by the one or more processors in near real time, based on the set of one or more video frames, one or more visual characteristics of the medication pill; setting a bottom portion of a face of the user as a region of interest, the region of interest comprising the mouth of the user; determining, by the one or more processors in near real time, based on the set of one or more video frames, that the mouth of the user in the region of interest is open; subsequent to determining that the mouth of the user is open, extracting an image of the open mouth from the set of one or more video frames, and classifying, by the one or more processors, the open mouth from the extracted image as a mouth without a pill inside or as a mouth with a pill inside; and in response to classifying the open mouth as the mouth without a pill inside, displaying, on the display, guidance for positioning the open mouth of the user relative to the image capture device, and displaying, on the display, guidance to the user, the guidance comprising an instruction to place the medication pill in the mouth of the user.
 22. The method of claim 21, further comprising determining whether the user has performed a swallowing action.
 23. The method of claim 21, further comprising measuring a size of the mouth of the user in the set of one or more video frames, and determining, based on the size of the mouth, a distance between the mouth and the image capture device.
 24. The method of claim 21, further comprising tracking the medication pill in the set of one or more video frames.
 25. The method of claim 21, further comprising determining that the medication pill is not visible in the region of interest, and guiding the user, using the display, to position the pill in the region of interest.
 26. A system for confirming a medication pill in a mouth of a user, the system comprising: an image capture device; a display; a processor; and a memory storing one or more instructions that, when executed by the processor, cause the processor to perform operations comprising: causing the display to output one or more guidance instructions for positioning an open mouth of the user relative to the image capture device; receiving, from the image capture device, one or more video frames of the user; determining, based on the one or more video frames, in near real time, whether the user has properly positioned the medication pill in response to the guidance instructions; setting a bottom portion of a face of the user as a region of interest, the region of interest comprising the mouth of the user; classifying, in near real time, based on the one or more video frames, the mouth of the user in the region of interest as open; subsequent to classifying the mouth of the user as open, extracting an image of the open mouth from the one or more video frames, and classifying the open mouth in the extracted image as a mouth without a pill inside or as a mouth with a pill inside; and in response to classifying the open mouth in the extracted image as the mouth without a pill inside, causing the display to output guidance to the user to place the medication pill in the mouth of the user.
 27. The system of claim 26, wherein the operations comprise confirming drinking of a liquid by the user based on the one or more video frames.
 28. The system of claim 27, wherein the operations comprise confirming that the mouth of the user is empty after the user has drunk the liquid.
 29. The system of claim 26, wherein the operations comprise measuring a size of the mouth of the user in the one or more video frames.
 30. The system of claim 26, wherein operations comprise tracking a location of the medication pill in the one or more video frames.
 31. The system of claim 26, wherein the operations comprise determining that the medication pill is not visible in the region of interest, and guiding the user, using the display, to position the pill in the region of interest.
 32. A non-volatile computer readable storage medium storing a computer program, the computer program comprising one or more instructions that, when executed by a computer, cause the computer to perform operations comprising: predefining one or more steps associated with confirming a medication pill in a mouth of a user, the one or more steps comprising at least proper identification of the medication pill, proper positioning of an open mouth of the user, and proper showing of whether the medication pill is in the mouth of the user; displaying, on a display, one or more guidance instructions for positioning the medication pill relative to an image capture device associated with the display and within a field of view of the image capture device; capturing, using the image capture device, a first set of one or more video frames of the user; determining, in near real time, based on the first set of one or more video frames, whether the user has properly positioned the medication pill within the field of view in response to the one or more guidance instructions, identifying, based on the first set of one or more video frames, one or more visual characteristics of the medication pill; setting a bottom portion of a face of the user as a region of interest, the region of interest comprising the mouth of the user; capturing, using the image capture device, a second set of one or more video frames; determining, in near real time, that the mouth of the user is open in the second set of one or more video frames; subsequent to determining that the mouth of the user is open in the second set of one or more video frames, extracting an image of the open mouth of the user from the second set of one or more video frames, and classifying the open mouth in the extracted image as a mouth without a pill inside or as a mouth with a pill inside; and responsive to classifying the open mouth of the user as the mouth without a pill inside, displaying, on the display, guidance for positioning the open mouth of the user relative to the image capture device, and displaying, on the display, guidance to the user, the guidance comprising an instruction to place the medication pill in the mouth of the user.
 33. The non-volatile computer readable storage medium of claim 32, wherein the operations comprise determining whether the user has performed a swallowing action.
 34. The non-volatile computer readable storage medium of claim 32, wherein the operations comprise measuring a size of the mouth of the user in the first set of one or more video frames or in the second set of one or more video frames, and determining, based on the size of the mouth, a distance between the mouth and the image capture device.
 35. The non-volatile computer readable storage medium of claim 32, wherein the operations comprise tracking the medication pill in the first set of one or more video frames and in the second set of one or more video frames.
 36. The non-volatile computer readable storage medium of claim 35, wherein the operations comprise tracking the pill in the mouth of the user.
 37. The non-volatile computer readable storage medium of claim 32, wherein the operations comprise identifying the medication pill in the mouth of the user based on the one or more visual characteristics of the medication pill. 